{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.datasets import make_blobs\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "np.random.seed(1001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成随机的聚类数据\n",
    "n = 400\n",
    "centers = [[1, 1], [-1, -1]]\n",
    "data, _ = make_blobs(n_samples=n, centers=centers, cluster_std=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将训练数据可视化\n",
    "fig = plt.figure(figsize=(6, 6), dpi=80)\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "ax.scatter(data[:, 0], data[:, 1])\n",
    "ax.get_xaxis().set_visible(False)\n",
    "ax.get_yaxis().set_visible(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _visualize(ax, data, labels, centers):\n",
    "    '''\n",
    "    将模型结果可视化\n",
    "    '''\n",
    "    colors = ['#82CCFC', 'k']\n",
    "    if labels is None:\n",
    "        ax.scatter(data[:, 0], data[:, 1])\n",
    "    else:\n",
    "        ax.scatter(data[:, 0], data[:, 1], c=[colors[i] for i in labels], marker='o', alpha=0.6)\n",
    "    ax.scatter(centers[:, 0], centers[:, 1], marker='*', c=colors, edgecolors='white',\n",
    "               s=700., linewidths=2)\n",
    "    ax.get_xaxis().set_visible(False)\n",
    "    ax.get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_model(data, step):\n",
    "    '''\n",
    "    使用KMeans模型对数据聚类\n",
    "    '''\n",
    "    model = KMeans(n_clusters=2, init=np.array([[1, -1], [-1, 1]]),\n",
    "                   max_iter=step, algorithm='lloyd', n_init=1)\n",
    "    model.fit(data)\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展示模型步骤\n",
    "fig = plt.figure(figsize=(10, 10), dpi=80)\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(2, 2, i+1)\n",
    "    if i == 0:\n",
    "        _visualize(ax, data, None, np.array([[1, -1], [-1, 1]]))\n",
    "    else:\n",
    "        model = train_model(data, i)\n",
    "        _visualize(ax, data, model.labels_, model.cluster_centers_)\n",
    "plt.savefig('kmeans_process.png', dpi=200)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
